{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from skimage import data,io,color,img_as_ubyte\n",
    "from matplotlib import pyplot as plt\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(678, 1024, 3)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data=io.imread('flower.jpeg')\n",
    "plt.imshow(data)\n",
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x2771bef3470>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "imag1=data[:,:,0]\n",
    "imag2=data[:,:,1]\n",
    "imag3=data[:,:,2]\n",
    "plt.axis('off')\n",
    "plt.subplot(131)\n",
    "plt.imshow(imag1,plt.cm.Reds)\n",
    "plt.subplot(132)\n",
    "plt.imshow(imag2,plt.cm.Greens) \n",
    "plt.subplot(133)\n",
    "plt.imshow(imag3,plt.cm.Blues)\n",
    "#观察是三元色那种的更具由区分性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(15.660531073689677, 234.6843, (678, 1024))"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#选择样本区域\n",
    "r1=imag1[200:300,500:600]\n",
    "#计算样本区域的平均向量\n",
    "r1_u=np.mean(r1)\n",
    "#计算标准差\n",
    "r1_d=np.std(r1)\n",
    "# for i in range(imag1.shape[0]):\n",
    "#     for j in range(r1.shape[1]):\n",
    "#         r1_d=r1_d+(r1[i,j]-r1_u)*(r1[i,j]-r1_u) \n",
    "# r1_d=np.sqrt(r1_d/r1.shape[0]/r1.shape[1])\n",
    "r1_d,r1_u,imag1.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x2771bf9a898>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "r2=np.zeros(imag1.shape,dtype='uint8')\n",
    "for i in range(imag1.shape[0]):\n",
    "    for j in range(imag1.shape[1]):\n",
    "        if imag1[i,j]>=(r1_u-1.25*r1_d) and imag1[i,j]<=(r1_u+r1_d*1.25):\n",
    "            r2[i,j]=1\n",
    "plt.imshow(r2,plt.cm.gray)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1.04048113, 0.83390232, 0.63188394])"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "TF_GPU",
   "language": "python",
   "name": "tf_gpu"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
